{"title":"How emotional cues affect the financing performance in rewarded crowdfunding? - an insight into multimodal data analysis","authors":"Jun Chen, Mengmeng Du, Xin Yang","doi":"10.1007/s10660-024-09841-6","DOIUrl":null,"url":null,"abstract":"<p>An increasing number of rewarded crowdfunding platforms recommend that fundraisers post multimodal data to improve data diversity and attract investors’ attention. Fundraisers’ speech contains both textual modality (text) and acoustic modality (voice) data. This study aims to explore how linguistic style of the speech text and acoustic features of the speech voice influence the crowdfunding campaign performance from the perspective of emotional contagion. An econometric model to investigate the effects of emotional cues from fundraisers’ speech on rewarded crowdfunding performance is constructed, and an empirical analysis with 21,996 projects data in Kickstarter is conducted. The findings demonstrate that both acoustic emotional cues (voice pitch, intensity and speech rate) and textual emotional cues (intimate and perceptual language) have significant effect on the financing performance. Among them, voice pitch, speech rate, intimate language and perceptual language have significant positive effect on the financing performance, while voice intensity is negatively related to financing performance. The number of comments positively moderates the relationship between emotional cues in speech and project financing performance. Research also finds that the acoustic and textual emotional features in speech have different effects on the success rate of project financing under different types of projects. This investigation provides both theoretical implications for the literature of crowdfunding and practical implications for fundraisers.</p>","PeriodicalId":47264,"journal":{"name":"Electronic Commerce Research","volume":null,"pages":null},"PeriodicalIF":3.7000,"publicationDate":"2024-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Electronic Commerce Research","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.1007/s10660-024-09841-6","RegionNum":4,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BUSINESS","Score":null,"Total":0}
引用次数: 0
Abstract
An increasing number of rewarded crowdfunding platforms recommend that fundraisers post multimodal data to improve data diversity and attract investors’ attention. Fundraisers’ speech contains both textual modality (text) and acoustic modality (voice) data. This study aims to explore how linguistic style of the speech text and acoustic features of the speech voice influence the crowdfunding campaign performance from the perspective of emotional contagion. An econometric model to investigate the effects of emotional cues from fundraisers’ speech on rewarded crowdfunding performance is constructed, and an empirical analysis with 21,996 projects data in Kickstarter is conducted. The findings demonstrate that both acoustic emotional cues (voice pitch, intensity and speech rate) and textual emotional cues (intimate and perceptual language) have significant effect on the financing performance. Among them, voice pitch, speech rate, intimate language and perceptual language have significant positive effect on the financing performance, while voice intensity is negatively related to financing performance. The number of comments positively moderates the relationship between emotional cues in speech and project financing performance. Research also finds that the acoustic and textual emotional features in speech have different effects on the success rate of project financing under different types of projects. This investigation provides both theoretical implications for the literature of crowdfunding and practical implications for fundraisers.
期刊介绍：
The Internet and the World Wide Web have brought a fundamental change in the way that individuals access data, information and services. Individuals have access to vast amounts of data, to experts and services that are not limited in time or space. This has forced business to change the way in which they conduct their commercial transactions with their end customers and with other businesses, resulting in the development of a global market through the Internet. The emergence of the Internet and electronic commerce raises many new research issues. The Electronic Commerce Research journal will serve as a forum for stimulating and disseminating research into all facets of electronic commerce - from research into core enabling technologies to work on assessing and understanding the implications of these technologies on societies, economies, businesses and individuals. The journal concentrates on theoretical as well as empirical research that leads to better understanding of electronic commerce and its implications. Topics covered by the journal include, but are not restricted to the following subjects as they relate to the Internet and electronic commerce: Dissemination of services through the Internet;Intelligent agents technologies and their impact;The global impact of electronic commerce;The economics of electronic commerce;Fraud reduction on the Internet;Mobile electronic commerce;Virtual electronic commerce systems;Application of computer and communication technologies to electronic commerce;Electronic market mechanisms and their impact;Auctioning over the Internet;Business models of Internet based companies;Service creation and provisioning;The job market created by the Internet and electronic commerce;Security, privacy, authorization and authentication of users and transactions on the Internet;Electronic data interc hange over the Internet;Electronic payment systems and electronic funds transfer;The impact of electronic commerce on organizational structures and processes;Supply chain management through the Internet;Marketing on the Internet;User adaptive advertisement;Standards in electronic commerce and their analysis;Metrics, measurement and prediction of user activity;On-line stock markets and financial trading;User devices for accessing the Internet and conducting electronic transactions;Efficient search techniques and engines on the WWW;Web based languages (e.g., HTML, XML, VRML, Java);Multimedia storage and distribution;Internet;Collaborative learning, gaming and work;Presentation page design techniques and tools;Virtual reality on the net and 3D visualization;Browsers and user interfaces;Web site management techniques and tools;Managing middleware to support electronic commerce;Web based education, and training;Electronic journals and publishing on the Internet;Legal issues, taxation and property rights;Modeling and design of networks to support Internet applications;Modeling, design and sizing of web site servers;Reliability of intensive on-line applications;Pervasive devices and pervasive computing in electronic commerce;Workflow for electronic commerce applications;Coordination technologies for electronic commerce;Personalization and mass customization technologies;Marketing and customer relationship management in electronic commerce;Service creation and provisioning. Audience: Academics and professionals involved in electronic commerce research and the application and use of the Internet. Managers, consultants, decision-makers and developers who value the use of electronic com merce research results. Special Issues: Electronic Commerce Research publishes from time to time a special issue of the devoted to a single subject area. If interested in serving as a guest editor for a special issue, please contact the Editor-in-Chief J. Christopher Westland at westland@uic.edu with a proposal for the special issue. Officially cited as: Electron Commer Res
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